Associate Professor David Grayden
- Bionic Ear (Speech processing, bionics, neuroengineering)
- Computational Neuroscience (Neural modelling, neural learning, neural dynamics, neuroengineering)
- Bionic Eye (Vision processing, bionics, neuroengineering)
- Epilepsy (Prediction of seizures, seizure control, neuroengineering)
- Brain-Machine Interfaces (Brain-computer interfaces, bionics, neuroengineering)
David Grayden is an Associate Professor and Reader in the Department of Electrical and Electronic Engineering at The University of Melbourne.
A/Prof Grayden is Director of Biomedical Engineering, Director of the NeuroEngineering Laboratory in Electrical & Electronic Engineering, and Leader of the Bionics Laboratory in the Centre for Neural Engineering.
A/Prof Grayden's main research interests are in understanding how the brain processes information, how best to present information to the brain using medical bionics, such as the bionic ear and bionic eye, and how to record information from the brain, such as for brain-machine interfaces. He is also conducting research in epileptic seizure prediction and electrical stimulation to prevent or stop epileptic seizures. He has research linkages in Australia with Cochlear Limited, the Bionics Institute, St Vincent's Hospital Melbourne, Royal Melbourne Hospital, NICTA, University of South Australia, Florey Institute for Neuroscience and Mental Health. He also has international research linkages with TU Illmenau (Illmenau University of Technology) and McMaster University. He supervises a number of postdoctoral researchers and PhD and Research Masters students.
A/Prof Grayden teaches in the Bioengineering and Biomedical Engineering programs. He teaches in the subjects: Neural Information Processing, Biosystems Design, and Biomedical Engineering Design Project. He also contributes to the Neuroscience Research Training course modules and the breadth subject, Seeing: The Whole Picture.
Audition, Speech and Bionic Ear Design
Vision and Bionic Eye Design
- Kuhlmann L, Hauser-Raspe M, Manton JH, Grayden DB, Tapson J, Van Schaik A. Approximate, Computationally Efficient Online Learning in Bayesian Spiking Neurons. Neural Computation. MIT Press. 2014, Vol. 26, Issue 3, pp. 472 - 496.
- Kerr R, Grayden DB, Thomas DA, Gilson M, Burkitt AN. Coexistence of Reward and Unsupervised Learning During the Operant Conditioning of Neural Firing Rates. PLoS One. Public Library of Science. 2014, Vol. 9, Issue 1.
- McLachlan NM, Grayden DB. Enhancement of speech perception in noise by periodicity processing: A neurobiological model and signal processing algorithm. Speech Communication. North-Holland. 2014, Vol. 57, pp. 114 - 125.
- Liang X, Kuhlmann L, Johnston LA, Grayden DB, Vogrin S, Crossley R, Fuller K, Lourensz M, Cook MJ. Extending Communication for Patients with Disorders of Consciousness. Journal of Neuroimaging. Sage Science Press. 2014, Vol. 24, Issue 1, pp. 31 - 38.
- Baroni F, Burkitt AN, Grayden DB. Interplay of intrinsic and synaptic conductances in the generation of high-frequency oscillations in interneuronal networks with irregular spiking. PLoS Computational Biology. Public Library of Science. 2014, Vol. 10, Issue 5.
- Maturana MI, Kameneva TK, Burkitt AN, Meffin H, Grayden DB. The effect of morphology upon electrophysiological responses of retinal ganglion cells: simulation results. Journal of Computational Neuroscience. Kluwer Academic Publishers. 2014, Vol. 36, Issue 2, pp. 157 - 175.
- Hersbach A, Mauger SJ, Grayden DB, Fallon JB, McDermott HJ. Algorithms to improve listening in noise for cochlear implant users. Proceedings of the 2013 IEEE International Conference on Acoustics, Speech and Signal Processing. IEEE Explore. 2013, pp. 428 - 432.
- Sergeev E, Meffin H, Tahayori B, Grayden DB, Burkitt AN. Effect of soma polarization on electrical stimulation thresholds of retinal ganglion cells. Proceedings of the 6th Annual International IEEE EMBS Conference on Neural Engineering. IEEE Explore. 2013, pp. 1135 - 1138.
- Davey CE, Grayden DB, Egan GF, Johnston LA. Filtering induces correlation in fMRI resting state data. Neuroimage. Academic Press. 2013, Vol. 64, pp. 728 - 740.
- Meffin H, Tahayori B, Grayden DB, Burkitt AN. Internal Inconsistencies in Models of Electrical Stimulation in Neural Tissue. Proceedings of the 35th Annual International Conference of the IEEE EMBS. IEEE Explore. 2013, pp. 5946 - 5949.
- Apollo N, Grayden DB, Burkitt AN, Meffin H, Kameneva TK. Modeling intrinsic electrophysiology of AII amacrine cells: Preliminary results. Proceedings of IEEE Engineering in Medicine and Biology Conference (EMBC). IEEE Explore. 2013, pp. 6551 - 6554.
- Maturana M, Grayden DB, Burkitt AN, Meffin H, Kameneva TK. Multicompartment retinal ganglion cells response to high frequency bi-phasic pulse train stimulation: Simulation results. Proceedings of the 2013 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Explore. 2013, pp. 69 - 72.
- Savage CO, Grayden DB, Meffin H, Burkitt AN. Optimized single pulse stimulation strategy for retinal implants. Journal of Neural Engineering. Institute of Physics Publishing. 2013, Vol. 10, Issue 1, pp. 1 - 9.
- Freestone DR, Kuhlmann L, Chong MS, Nesic D, Grayden DB, Aram P, Postoyan R, Cook MJ. Patient-Specific Neural Mass Modeling - Stochastic and Deterministic Methods. Recent Advances in Predicting and Preventing Epileptic Seizures. World Scientific Publishing Co. 2013, pp. 63 - 82. Editors: Tetzlaff R, Elger CE, Lehnertz K.
- Maturana M, Wong R, Cloherty SL, Ibbotson MR, Hadjinicolaou AE, Grayden DB, Burkitt AN, Meffin H, O'Brien BJ, Kameneva TK. Retinal ganglion cells electrophysiology: The effect of cell morphology on impulse waveform. Proceedings of IEEE Engineering in Medicine and Biology Conference (EMBC). IEEE Explore. 2013, pp. 2583 - 2586.
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Electrical and Electronic Engineering, Parkville
University of Melbourne
T: +61 3 90353796
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